{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "extreme-slide",
   "metadata": {},
   "source": [
    "# Hello Objectron!\n",
    "#### A gentle introduction to Objectron with Hub"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "opponent-circuit",
   "metadata": {},
   "source": [
    "[Objectron](https://github.com/google-research-datasets/Objectron) by Google is a collection of nearly 4 million video frames featuring various types of objects, represented as separate data categories (datasets). Namely:\n",
    "* `bike`\n",
    "* `book`\n",
    "* `bottle`\n",
    "* `camera`\n",
    "* `cereal_box`\n",
    "* `chair`\n",
    "* `cup`\n",
    "* `laptop`\n",
    "* `shoe`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sustained-planner",
   "metadata": {},
   "source": [
    "As part of our ongoing collaboration with Google, we decided to convert the renowned Objectron dataset to Hub native format. We think about it as a step for democratization of machine learning and diffusing quick access to this amazing dataset to data science professionals and enthusiasts. With Hub, all you need to do to get started with Objectron is to write several simple lines of code. This guide is to onboard you with Objectron in a seamless manner so that you can see how easy it is to use Hub with any dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "surface-return",
   "metadata": {},
   "source": [
    "### Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "robust-civilization",
   "metadata": {},
   "source": [
    "Normally, you can just use hub to perform all the work with data. In this notebook, however, we also visualize images, and we need matplotlib and cv2 for that."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "pretty-charles",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install hub\n",
    "!pip install matplotlib\n",
    "!pip install opencv-python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "compressed-georgia",
   "metadata": {},
   "outputs": [],
   "source": [
    "import hub"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "artificial-insertion",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "looking-collect",
   "metadata": {},
   "source": [
    "As Objectron lies on Google Cloud Storage, we can load [in the same way](https://docs.activeloop.ai/en/latest/simple.html#google-cloud-storage) as we load any other GCS dataset through Hub. For convenience and consistency with the original Objectron format, we implemented each of the data categories as separate Hub datasets and we placed them in the `gs://objectron_hub` bucket. Therefore, to access any of the data categories, you point to the bucket and the category, so the url used to access the dataset becomes `f\"gcs://objectron_hub/{data_category}\"`. For instance, below we access the Objectron dataset containing the images of bikes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eligible-diana",
   "metadata": {},
   "source": [
    "### Onboarding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "sticky-international",
   "metadata": {},
   "outputs": [],
   "source": [
    "bikes = hub.Dataset(\"gcs://objectron_hub/bike\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "hazardous-stadium",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "    <p><b>Note</b></p>\n",
    "    <p>\n",
    "        If you run the dataset outside of GCP environment (e.g. not in GKE), where the necessary Google project metadata is not set-up, you will need to specify a token. Tokens can be based on your user accounts or service accounts. The former have the following format:\n",
    "        <pre>token = {\n",
    "    \"client_id\": \"<em>YOUR_CLIENT_ID</em>.apps.googleusercontent.com\",\n",
    "    \"client_secret\": \"<em>YOUR_CLIENT_SECRET</em>\",\n",
    "    \"refresh_token\": \"<em>YOUR_REFRESH_TOKEN</em>\",\n",
    "}</pre>\n",
    "    The latter follow this format:\n",
    "    <pre>token = {\n",
    "    \"client_email\": \"<em>YOUR_SERVICE_ACCOUNT_NAME</em>@<em>YOUR_PROJECT_NAME</em>.iam.gserviceaccount.com\",\n",
    "    \"token_uri\": \"https://oauth2.googleapis.com/token\",\n",
    "    \"private_key\": \"-----BEGIN PRIVATE KEY-----\\n<em>YOUR_PRIVATE_KEY_INFO</em>\\n-----END PRIVATE KEY-----\\n\",\n",
    "}</pre>\n",
    "    </p>\n",
    "    <p>To recreate the above line fetching Hub dataset after defining the token, use:<pre>bikes = hub.Dataset(\"gcs://objectron_hub/bike\", token=token)</pre></p>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "powered-eclipse",
   "metadata": {},
   "source": [
    "That is all you need to start using the Objectron data with Hub. Really! It is that simple. Let me show you a couple of other things you may do."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "combined-rapid",
   "metadata": {},
   "source": [
    "### Extras"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "veterinary-lincoln",
   "metadata": {},
   "source": [
    "First, you might want to inspect the dataset schema in order to get to know what tensors you may use in your work."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "hundred-representative",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SchemaDict({'image': Image(shape=(640, 480, 3), dtype='uint8'), 'camera_extrinsics': Tensor(shape=(16,), dtype='float32'), 'camera_intrinsics': Tensor(shape=(9,), dtype='float32'), 'camera_orientation': Text(shape=(8,), dtype='int64'), 'camera_projection': Tensor(shape=(16,), dtype='float32'), 'camera_view': Tensor(shape=(16,), dtype='float32'), 'object_name': ClassLabel(shape=(), dtype='uint16', names=['bike', 'book', 'bottle', 'camera', 'cereal_box', 'chair', 'cup', 'laptop', 'shoe'], num_classes=9), 'plane_center': Tensor(shape=(3,), dtype='float32'), 'plane_normal': Tensor(shape=(3,), dtype='float32'), 'image_id': 'uint16', 'instance_num': 'uint8', 'image_width': 'uint16', 'image_height': 'uint16', 'image_format': Text(shape=(3,), dtype='int64'), 'image_filename': Text(shape=(None,), dtype='int64', max_shape=(22,)), 'image_colorspace': Text(shape=(3,), dtype='int64'), 'image_timestamp': 'uint32', 'image_channels': 'uint8', 'image_alpha': Text(shape=(None,), dtype='int64', max_shape=(1,)), 'object_orientation': Tensor(shape=(None,), dtype='float32', max_shape=(18,)), 'object_scale': Tensor(shape=(None,), dtype='float32', max_shape=(6,)), 'object_translation': Tensor(shape=(None,), dtype='float32', max_shape=(6,)), 'object_visibility': Tensor(shape=(None,), dtype='bool', max_shape=(2,)), 'point_num': Tensor(shape=(None,), dtype='uint8', max_shape=(2,)), 'point_2d': Tensor(shape=(None,), dtype='float32', max_shape=(54,)), 'point_3d': Tensor(shape=(None,), dtype='float32', max_shape=(54,))})"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bikes.schema"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dense-nicholas",
   "metadata": {},
   "source": [
    "With Hub, data is fetched lazily, which means that you need to explicitly mark that you want to perform a computation. For instance, to get the `camera_intrinsics` tensor for the first 5 images without fetching the data yet, use:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "organized-involvement",
   "metadata": {},
   "outputs": [],
   "source": [
    "camera_intrinsics = bikes[:5]['camera_intrinsics']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "printable-history",
   "metadata": {},
   "source": [
    "Then, to actually obtain the data, use `.compute`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "deluxe-fantasy",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.5729143e+03, 0.0000000e+00, 9.4063733e+02, 0.0000000e+00,\n",
       "        1.5729143e+03, 7.1940015e+02, 0.0000000e+00, 0.0000000e+00,\n",
       "        1.0000000e+00],\n",
       "       [1.5729143e+03, 0.0000000e+00, 9.4051672e+02, 0.0000000e+00,\n",
       "        1.5729143e+03, 7.1851477e+02, 0.0000000e+00, 0.0000000e+00,\n",
       "        1.0000000e+00],\n",
       "       [1.5722881e+03, 0.0000000e+00, 9.4073907e+02, 0.0000000e+00,\n",
       "        1.5722881e+03, 7.1912109e+02, 0.0000000e+00, 0.0000000e+00,\n",
       "        1.0000000e+00],\n",
       "       [1.5722881e+03, 0.0000000e+00, 9.4064722e+02, 0.0000000e+00,\n",
       "        1.5722881e+03, 7.1858783e+02, 0.0000000e+00, 0.0000000e+00,\n",
       "        1.0000000e+00],\n",
       "       [1.5722881e+03, 0.0000000e+00, 9.4065302e+02, 0.0000000e+00,\n",
       "        1.5722881e+03, 7.1862238e+02, 0.0000000e+00, 0.0000000e+00,\n",
       "        1.0000000e+00]], dtype=float32)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "camera_intrinsics.compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "about-spell",
   "metadata": {},
   "source": [
    "You can combine these steps as well. For example, fetching the planar normal info directly for the third image is performed in this manner:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "opponent-chair",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.8068711 ,  0.02613463,  0.5901491 ], dtype=float32)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bikes['plane_normal', 2].compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "express-plane",
   "metadata": {},
   "source": [
    "Let's try to get one of the pictures here, then."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "endangered-cocktail",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f2ea14999d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = bikes['image', 0].compute()\n",
    "plt.imshow(image, interpolation='nearest')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "based-group",
   "metadata": {},
   "source": [
    "Let's fetch a dataset view for a four thousand and five hundredth element to work with multiple tensors on the same example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "heated-entertainment",
   "metadata": {},
   "outputs": [],
   "source": [
    "element = bikes[4500].compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "black-program",
   "metadata": {},
   "source": [
    "Consider how quick fetching of the next element would be. There is no magic behind these shenanigans. It is purely due to [chunking](https://github.com/activeloopai/Hub#why-hub-specifically). Essentially, when the sample element is accessed, the entire chunk of data gets fetched, so that you can read other data in sequence smoothly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "regional-disease",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "62.9 ms ± 2.71 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "next_element = bikes[4501].compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "derived-antigua",
   "metadata": {},
   "source": [
    "The core value of Objectron are its annotations - 3D bounding boxes. We can represent those with just one function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "elect-guidance",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_bbox(example):\n",
    "    RADIUS = 10\n",
    "    COLOR = (255, 255, 255)\n",
    "    EDGES = [\n",
    "      [1, 5], [2, 6], [3, 7], [4, 8],  # lines along x-axis\n",
    "      [1, 3], [5, 7], [2, 4], [6, 8],  # lines along y-axis\n",
    "      [1, 2], [3, 4], [5, 6], [7, 8]   # lines along z-axis\n",
    "    ] \n",
    "    fig, ax = plt.subplots()\n",
    "    arranged_points = example['point_2d'].reshape(9,3)\n",
    "\n",
    "    for i in range(arranged_points.shape[0]):\n",
    "        x, y, _ = arranged_points[i]\n",
    "        cv2.circle(\n",
    "            element['image'],\n",
    "            (int(x * example['image_width']), int(y * example['image_height'])), \n",
    "            RADIUS,\n",
    "            COLOR,\n",
    "            -10\n",
    "        )\n",
    "    for edge in EDGES:\n",
    "        start_points = arranged_points[edge[0]]\n",
    "        start_x = int(example['image_width'] * start_points[0])\n",
    "        start_y = int(example['image_height'] * start_points[1])\n",
    "        end_points = arranged_points[edge[1]]\n",
    "        end_x = int(example['image_width'] * end_points[0])\n",
    "        end_y = int(example['image_height'] * end_points[1])\n",
    "        cv2.line(example['image'], (start_x, start_y), (end_x, end_y), COLOR, 2)\n",
    "\n",
    "    ax.imshow(example['image'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "subject-portsmouth",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "get_bbox(element)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "prescribed-management",
   "metadata": {},
   "source": [
    "You can do the same for other datasets, like `cup`. Try the next line!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cathedral-principle",
   "metadata": {},
   "outputs": [],
   "source": [
    "cups = hub.Dataset(\"gcs://objectron_hub/cup\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "owned-absence",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([546383,    640,    480,      3])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cups['image'].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efficient-positive",
   "metadata": {},
   "source": [
    "All of the datasets are readily available with our [visualization tool](https://app.activeloop.ai/datasets/google/) for quick inspection of their contents."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "accessible-anderson",
   "metadata": {},
   "source": [
    "Should you want to modify the dataset for you purposes, you need to either perform a transformation and save it to your location, or directly copy it to your location. [Here](https://docs.activeloop.ai/en/latest/simple.html#data-storage) you can find a list of possible storage locations. For instance, to copy it to a local storage, use:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "pursuant-velvet",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dataset(schema=SchemaDict({'image': Image(shape=(640, 480, 3), dtype='uint8'), 'camera_extrinsics': Tensor(shape=(16,), dtype='float32'), 'camera_intrinsics': Tensor(shape=(9,), dtype='float32'), 'camera_orientation': Text(shape=(8,), dtype='int64'), 'camera_projection': Tensor(shape=(16,), dtype='float32'), 'camera_view': Tensor(shape=(16,), dtype='float32'), 'object_name': ClassLabel(shape=(), dtype='uint16', names=['bike', 'book', 'bottle', 'camera', 'cereal_box', 'chair', 'cup', 'laptop', 'shoe'], num_classes=9), 'plane_center': Tensor(shape=(3,), dtype='float32'), 'plane_normal': Tensor(shape=(3,), dtype='float32'), 'image_id': 'uint16', 'instance_num': 'uint8', 'image_width': 'uint16', 'image_height': 'uint16', 'image_format': Text(shape=(3,), dtype='int64'), 'image_filename': Text(shape=(None,), dtype='int64', max_shape=(22,)), 'image_colorspace': Text(shape=(3,), dtype='int64'), 'image_timestamp': 'uint32', 'image_channels': 'uint8', 'image_alpha': Text(shape=(None,), dtype='int64', max_shape=(1,)), 'object_orientation': Tensor(shape=(None,), dtype='float32', max_shape=(18,)), 'object_scale': Tensor(shape=(None,), dtype='float32', max_shape=(6,)), 'object_translation': Tensor(shape=(None,), dtype='float32', max_shape=(6,)), 'object_visibility': Tensor(shape=(None,), dtype='bool', max_shape=(2,)), 'point_num': Tensor(shape=(None,), dtype='uint8', max_shape=(2,)), 'point_2d': Tensor(shape=(None,), dtype='float32', max_shape=(54,)), 'point_3d': Tensor(shape=(None,), dtype='float32', max_shape=(54,))}), url='./bike/', shape=(154389,), mode='a')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bikes.copy(\"./bike/\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "tropical-disclaimer",
   "metadata": {},
   "source": [
    "**Experiment** and let us know what you did with Objectron on our [community Slack](https://join.slack.com/t/hubdb/shared_invite/zt-ivhsj8sz-GWv9c5FLBDVw8vn~sxRKqQ)!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "sufficient-azerbaijan",
   "metadata": {},
   "source": [
    "### Acknowledgments\n",
    "\n",
    "We would like to thank [Adel Ahmadyan](http://adel.ac) for fostering the relationship between our respective companies and other members of the team of Google researchers who developed Objectron, including Liangkai Zhang, Jianing Wei, Artsiom Ablavatski and Matthias Grundmann."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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 },
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